The graph represents a network of 3,691 Twitter users whose recent tweets contained "#DataAnalytics", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/7/2023 12:00:00 AM and 9/14/2023 6:59:57 AM. The network was obtained from Twitter on Thursday, 14 September 2023 at 15:15 UTC.
The tweets in the network were tweeted over the 2158-day, 19-hour, 19-minute period from Monday, 16 October 2017 at 18:39 UTC to Thursday, 14 September 2023 at 13:59 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Author Description
Vertices : 3691
Unique Edges : 3716
Edges With Duplicates : 2624
Total Edges : 6340
Number of Edge Types : 8
Mentions : 838
Retweet : 2352
MentionsInRetweet : 473
Tweet : 1970
Replies to : 329
Quote : 91
MentionsInQuote : 115
MentionsInReplyTo : 172
Self-Loops : 2478
Reciprocated Vertex Pair Ratio : 0.0274891049279249
Reciprocated Edge Ratio : 0.0535073409461664
Connected Components : 1261
Single-Vertex Connected Components : 920
Maximum Vertices in a Connected Component : 1551
Maximum Edges in a Connected Component : 3300
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.959355
Graph Density : 0.000225040180502049
Modularity : 0.54911
NodeXL Version : 1.0.1.521
Data Import : The graph represents a network of 3,691 Twitter users whose recent tweets contained "#DataAnalytics", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/7/2023 12:00:00 AM and 9/14/2023 6:59:57 AM. The network was obtained from Twitter on Thursday, 14 September 2023 at 15:15 UTC.
The tweets in the network were tweeted over the 2158-day, 19-hour, 19-minute period from Monday, 16 October 2017 at 18:39 UTC to Thursday, 14 September 2023 at 13:59 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch3
Graph Term : #DataAnalytics
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[392] data,analytics [289] data,science [287] #datascience,#dataanalytics [239] #dataanalytics,#datascience [234] data,analysis [228] data,driven [221] #datascience,business [210] need,know [208] data,analytic [207] know,#datamining Top Word Pairs in Tweet in G1:
[187] data,analytics [102] #datascience,#dataanalytics [69] #dataanalytics,#datascience [66] data,driven [50] data,analysis [42] data,science [41] #machinelearning,#datascience [40] #data,#dataanalytics [37] business,intelligence [36] #cyberattack,#linux Top Word Pairs in Tweet in G2:
[62] #datascience,#dataanalytics [42] data,analytics [41] data,analyst [38] #dataanalytics,#datascience [37] #ai,#machinelearning [35] data,analysis [33] #dataanalytics,#dataanalyst [32] years,experience [32] united,states [32] based,united Top Word Pairs in Tweet in G3:
[53] #datascience,#dataanalytics [50] #ai,#machinelearning [47] #machinelearning,#deeplearning [43] #deeplearning,#datascience [38] #dataanalytics,#datastructures [38] #datastructures,gina [38] #data,structures [38] structures,#python [38] #python,#ai [37] gina,acos Top Word Pairs in Tweet in G4:
[191] #datascience,business [183] business,need [183] know,#datamining [183] data,analytic [183] need,know [183] analytic,thinking [183] #datamining,data [182] kirkdborne,#datascience [39] #100daysofcode,#codenewbies [38] link,#python Top Word Pairs in Tweet in G5:
[159] data,science [96] parajulisaroj16,book [82] wide,range [81] provides,wide [79] parajulisaroj16,provides [75] data,analysis [59] book,holy [59] explore,versatile [59] holy,grail [59] import,tidy Top Word Pairs in Tweet in G6:
[40] tableau,tip [38] #tableau,#dataanalytics [33] power,bi [27] #dataanalytics,#datavisualization [24] #datavisualization,#datafam [24] adventure,works [13] traders,power [13] northwind,traders [13] promisenonso_,worthwhile [13] excel,training Top Word Pairs in Tweet in G7:
[89] conversion,rates [89] approach,web [89] rates,#otracker's [89] driven,approach [89] #otracker's,data [89] elevate,user [89] data,driven [89] user,satisfaction [89] satisfaction,conversion [89] web,optimization Top Word Pairs in Tweet in G8:
[53] middle,class [53] percentage,rich [53] based,percentage [53] nigeria's,geo [53] zones,based [53] rich,middle [53] class,poor [53] geo,political [53] political,zones [53] poor,#dataanalytics Top Word Pairs in Tweet in G9:
[134] #vba,#onlinejobsupport [134] #exceltips365,#excel [134] #excel,#vba [93] #onlinejobsupport,#pythonjobsupport [69] #pythonjobsupport,#exceltipstricks [50] #exceltipstricks,#dataanalytics [37] #dataengineer,#python [37] #dataanalysis,#dataengineer [37] #python,#automation [37] #dataanalytics,#dataanalysis Top Word Pairs in Tweet in G10:
[21] data,analytics [21] drives,decisions [21] predicts,future [21] future,drives [21] insights,predicts [21] unveils,hidden [21] numbers,superpower [21] hidden,insights [21] superpower,unveils [21] analytics,numbers Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G6:
Top Replied-To in G7:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G6:
Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: